SOTAVerified

Novel View Synthesis

Synthesize a target image with an arbitrary target camera pose from given source images and their camera poses.

See Wiki for more introductions.

The Synthesis method include: NeRF, MPI and so on.

( Image credit: Multi-view to Novel view: Synthesizing novel views with Self-Learned Confidence )

Papers

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Showing 151–200 of 1441 papers

TitleStatusHype
GauHuman: Articulated Gaussian Splatting from Monocular Human VideosCode2
GPS-Gaussian: Generalizable Pixel-wise 3D Gaussian Splatting for Real-time Human Novel View SynthesisCode2
SC-GS: Sparse-Controlled Gaussian Splatting for Editable Dynamic ScenesCode2
GaussianHead: High-fidelity Head Avatars with Learnable Gaussian DerivationCode2
FSGS: Real-Time Few-shot View Synthesis using Gaussian SplattingCode2
Gaussian Grouping: Segment and Edit Anything in 3D ScenesCode2
CompGS: Smaller and Faster Gaussian Splatting with Vector QuantizationCode2
HUGS: Human Gaussian SplatsCode2
LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPSCode2
NeuRAD: Neural Rendering for Autonomous DrivingCode2
GS-IR: 3D Gaussian Splatting for Inverse RenderingCode2
Compact 3D Gaussian Representation for Radiance FieldCode2
ZeroNVS: Zero-Shot 360-Degree View Synthesis from a Single ImageCode2
PERF: Panoramic Neural Radiance Field from a Single PanoramaCode2
Im4D: High-Fidelity and Real-Time Novel View Synthesis for Dynamic ScenesCode2
NeO 360: Neural Fields for Sparse View Synthesis of Outdoor ScenesCode2
ScanNet++: A High-Fidelity Dataset of 3D Indoor ScenesCode2
S3IM: Stochastic Structural SIMilarity and Its Unreasonable Effectiveness for Neural FieldsCode2
Implicit Neural Representation in Medical Imaging: A Comparative SurveyCode2
DNA-Rendering: A Diverse Neural Actor Repository for High-Fidelity Human-centric RenderingCode2
StreetSurf: Extending Multi-view Implicit Surface Reconstruction to Street ViewsCode2
RenderMe-360: A Large Digital Asset Library and Benchmarks Towards High-fidelity Head AvatarsCode2
HumanRF: High-Fidelity Neural Radiance Fields for Humans in MotionCode2
TensoIR: Tensorial Inverse RenderingCode2
Nerfbusters: Removing Ghostly Artifacts from Casually Captured NeRFsCode2
Tetra-NeRF: Representing Neural Radiance Fields Using TetrahedraCode2
Zip-NeRF: Anti-Aliased Grid-Based Neural Radiance FieldsCode2
Single-Stage Diffusion NeRF: A Unified Approach to 3D Generation and ReconstructionCode2
F^2-NeRF: Fast Neural Radiance Field Training with Free Camera TrajectoriesCode2
SparseNeRF: Distilling Depth Ranking for Few-shot Novel View SynthesisCode2
FreeNeRF: Improving Few-shot Neural Rendering with Free Frequency RegularizationCode2
BakedSDF: Meshing Neural SDFs for Real-Time View SynthesisCode2
DiffusioNeRF: Regularizing Neural Radiance Fields with Denoising Diffusion ModelsCode2
K-Planes: Explicit Radiance Fields in Space, Time, and AppearanceCode2
HexPlane: A Fast Representation for Dynamic ScenesCode2
Behind the Scenes: Density Fields for Single View ReconstructionCode2
OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and GenerationCode2
HyperReel: High-Fidelity 6-DoF Video with Ray-Conditioned SamplingCode2
SceneRF: Self-Supervised Monocular 3D Scene Reconstruction with Radiance FieldsCode2
NeuralLift-360: Lifting An In-the-wild 2D Photo to A 3D Object with 360° ViewsCode2
Fast-SNARF: A Fast Deformer for Articulated Neural FieldsCode2
High-fidelity 3D GAN Inversion by Pseudo-multi-view OptimizationCode2
BAD-NeRF: Bundle Adjusted Deblur Neural Radiance FieldsCode2
SPARF: Neural Radiance Fields from Sparse and Noisy PosesCode2
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile ArchitecturesCode2
Neural Density-Distance FieldsCode2
AdaNeRF: Adaptive Sampling for Real-time Rendering of Neural Radiance FieldsCode2
READ: Large-Scale Neural Scene Rendering for Autonomous DrivingCode2
KeypointNeRF: Generalizing Image-based Volumetric Avatars using Relative Spatial Encoding of KeypointsCode2
SinNeRF: Training Neural Radiance Fields on Complex Scenes from a Single ImageCode2
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All datasetsLLFFMip-NeRF 360NeRFTanks and TemplesRefRefDONeRF: Evaluation DatasetX3DRTMVScanNetACIDSWORDHDR-GS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TensoRF + NeRFLiXPSNR27.39—Unverified
2JAXNeRFPSNR26.92—Unverified
3K-Planes (hybrid)PSNR26.92—Unverified
4Plenoxels + NeRFLiXPSNR26.9—Unverified
5K-Planes (explicit)PSNR26.78—Unverified
6TensoRFPSNR26.73—Unverified
7NeRFPSNR26.5—Unverified
8PlenoxelsPSNR26.29—Unverified
9HyperReelPSNR26.2—Unverified
10MobileNeRFPSNR25.91—Unverified
#ModelMetricClaimedVerifiedStatus
1NeRFLPIPS0.52—Unverified
2MobileNeRFLPIPS0.47—Unverified
3NeRF++LPIPS0.43—Unverified
4C3DGSLPIPS0.25—Unverified
5Compressed 3D Gaussian SplattingLPIPS0.24—Unverified
6HAC 3DGSLPIPS0.23—Unverified
7Compact3DLPIPS0.23—Unverified
8Self-Organizing GaussiansLPIPS0.22—Unverified
93D Gaussian SplattingLPIPS0.21—Unverified
10LightGaussianLPIPS0.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Deformable Beta SplattingPSNR34.66—Unverified
2Self-Organizing GaussiansPSNR33.7—Unverified
3I-NGPPSNR33.18—Unverified
4TensoRFPSNR33.14—Unverified
5K-Planes (hybrid)PSNR32.36—Unverified
6K-Planes (explicit)PSNR32.21—Unverified
7PlenoxelsPSNR31.71—Unverified
8JAXNeRFPSNR31.65—Unverified
9NeRFPSNR31—Unverified
10MobileNeRFPSNR30.9—Unverified
#ModelMetricClaimedVerifiedStatus
1TensoRF + NeRFLiX++PSNR29.24—Unverified
2TensoRF + NeRFLiXPSNR28.94—Unverified
3Plenoxels + NeRFLiXPSNR28.61—Unverified
4Self-Organizing GaussiansPSNR25.63—Unverified
5HAC 3DGSPSNR24.4—Unverified
6Compact3DPSNR23.47—Unverified
73D Gaussian SplattingPSNR23.14—Unverified
8Mip-NERF 360PSNR19.65—Unverified
9DIVeR + NeRFLiXSSIM0.92—Unverified
10C3DGSPSNR0.23—Unverified
#ModelMetricClaimedVerifiedStatus
1R3F-OracleAverage PSNR (dB)29.34—Unverified
2Zip-NeRFAverage PSNR (dB)26.11—Unverified
3R3FAverage PSNR (dB)24.95—Unverified
4Ray Deformation NetworkAverage PSNR (dB)23.13—Unverified
5Rose-NeRFAverage PSNR (dB)22.86—Unverified
6NeuSAverage PSNR (dB)19.62—Unverified
7SplatfactoAverage PSNR (dB)19.53—Unverified
8TNSRAverage PSNR (dB)18.64—Unverified
#ModelMetricClaimedVerifiedStatus
1HyperReelPSNR35.1—Unverified
2Instant NGPPSNR33.1—Unverified
3AdaNeRFPSNR30.9—Unverified
4NeRFPSNR30.9—Unverified
5DoNeRFPSNR30.8—Unverified
6TermiNeRFPSNR29.8—Unverified
#ModelMetricClaimedVerifiedStatus
1SAX-NeRFPSNR51.37—Unverified
2NAFPSNR38.81—Unverified
3TensoRFPSNR37.67—Unverified
4NeATPSNR36.01—Unverified
5NeRFPSNR32.49—Unverified
6InTomoPSNR31.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Pixel-NeRF (env: Google Scan)PSNR14.59—Unverified
2Pixel-NeRF (env: Bricks)PSNR12.15—Unverified
3Pixel-NeRF (env: ABC)PSNR12.15—Unverified
4Pixel-NeRF (env: Amz. Ber.)PSNR12.13—Unverified
#ModelMetricClaimedVerifiedStatus
13DGEERPSNR31.5—Unverified
23DGUTPSNR30.64—Unverified
3EVERPSNR29.47—Unverified
4FisheyeGSPSNR27.81—Unverified
#ModelMetricClaimedVerifiedStatus
1impl.-nodepthFID42.88—Unverified
2hybridNLL5.34—Unverified
3impl.-catdepthSSIM0.42—Unverified
#ModelMetricClaimedVerifiedStatus
1StereoLayers (8 layers)LPIPS0.11—Unverified
2StereoLayers (2 layers)LPIPS0.1—Unverified
3StereoLayersLPIPS0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1HDR-GSAverage PSNR38.37—Unverified
2HDR-NeRFAverage PSNR36.4—Unverified
#ModelMetricClaimedVerifiedStatus
1NeRFtrinsic FourAverage PSNR27.15—Unverified
2NeRF--Average PSNR23.92—Unverified
#ModelMetricClaimedVerifiedStatus
1HybridFID48.84—Unverified
2Impl.-depthNLL4.84—Unverified
#ModelMetricClaimedVerifiedStatus
1Gear-NeRFPSNR32.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Self-Organizing GaussiansLPIPS0.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Single NeRF + Share./Inst. NetLPIPS0.14—Unverified
#ModelMetricClaimedVerifiedStatus
1READAverage PSNR23.28—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1Single NeRF + Share./Inst. NetLPIPS0.02—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.7—Unverified